teddy.analysis

Dataset statistics

Number of variables	12
Number of observations	319208
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	29.2 MiB
Average record size in memory	96.0 B

Variable types

Numeric	12

Alerts

`df_index` is highly correlated with `ID`	High correlation
`ID` is highly correlated with `df_index`	High correlation
`u` is highly correlated with `g` and 6 other fields	High correlation
`g` is highly correlated with `u` and 7 other fields	High correlation
`r` is highly correlated with `u` and 7 other fields	High correlation
`i` is highly correlated with `u` and 7 other fields	High correlation
`z` is highly correlated with `u` and 7 other fields	High correlation
`uErr` is highly correlated with `u` and 7 other fields	High correlation
`gErr` is highly correlated with `u` and 8 other fields	High correlation
`rErr` is highly correlated with `u` and 8 other fields	High correlation
`iErr` is highly correlated with `g` and 7 other fields	High correlation
`zErr` is highly correlated with `gErr` and 2 other fields	High correlation
`df_index` is highly correlated with `ID`	High correlation
`ID` is highly correlated with `df_index`	High correlation
`u` is highly correlated with `g` and 5 other fields	High correlation
`g` is highly correlated with `u` and 5 other fields	High correlation
`r` is highly correlated with `u` and 5 other fields	High correlation
`i` is highly correlated with `u` and 5 other fields	High correlation
`z` is highly correlated with `u` and 5 other fields	High correlation
`uErr` is highly correlated with `u` and 5 other fields	High correlation
`gErr` is highly correlated with `u` and 6 other fields	High correlation
`rErr` is highly correlated with `gErr` and 1 other fields	High correlation
`iErr` is highly correlated with `rErr`	High correlation
`df_index` is highly correlated with `ID`	High correlation
`ID` is highly correlated with `df_index`	High correlation
`u` is highly correlated with `g` and 5 other fields	High correlation
`g` is highly correlated with `u` and 6 other fields	High correlation
`r` is highly correlated with `u` and 6 other fields	High correlation
`i` is highly correlated with `u` and 6 other fields	High correlation
`z` is highly correlated with `u` and 6 other fields	High correlation
`uErr` is highly correlated with `u` and 6 other fields	High correlation
`gErr` is highly correlated with `u` and 7 other fields	High correlation
`rErr` is highly correlated with `g` and 7 other fields	High correlation
`iErr` is highly correlated with `gErr` and 2 other fields	High correlation
`zErr` is highly correlated with `rErr` and 1 other fields	High correlation
`df_index` is highly correlated with `ID`	High correlation
`ID` is highly correlated with `df_index`	High correlation
`u` is highly correlated with `g` and 4 other fields	High correlation
`g` is highly correlated with `u` and 6 other fields	High correlation
`r` is highly correlated with `u` and 6 other fields	High correlation
`i` is highly correlated with `u` and 5 other fields	High correlation
`z` is highly correlated with `u` and 3 other fields	High correlation
`uErr` is highly correlated with `u`	High correlation
`gErr` is highly correlated with `g` and 3 other fields	High correlation
`rErr` is highly correlated with `g` and 4 other fields	High correlation
`iErr` is highly correlated with `g` and 5 other fields	High correlation
`zErr` is highly correlated with `iErr`	High correlation
`rErr` is highly skewed (γ1 = 54.93743197)	Skewed
`iErr` is highly skewed (γ1 = 90.19458746)	Skewed
`zErr` is highly skewed (γ1 = 172.4633831)	Skewed
`ID` has unique values	Unique
`uErr` has unique values	Unique
`gErr` has unique values	Unique
`rErr` has unique values	Unique
`iErr` has unique values	Unique
`zErr` has unique values	Unique

Reproduction

Analysis started	2022-02-24 03:28:50.843873
Analysis finished	2022-02-24 03:29:29.683399
Duration	38.84 seconds
Software version	pandas-profiling v3.1.1
Download configuration	config.json

df_index
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	97980
Distinct (%)	30.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	40979.24784

Minimum	0
Maximum	97979
Zeros	4
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	4033
Q1	20168
median	40346
Q3	60531.25
95-th percentile	82018.65
Maximum	97979
Range	97979
Interquartile range (IQR)	40363.25

Descriptive statistics

Standard deviation	24455.83284
Coefficient of variation (CV)	0.5967857911
Kurtosis	-0.9120990318
Mean	40979.24784
Median Absolute Deviation (MAD)	20182
Skewness	0.1773169409
Sum	1.308090374 × 10¹⁰
Variance	598087760
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4	< 0.1%
48859	4	< 0.1%
48865	4	< 0.1%
48864	4	< 0.1%
48863	4	< 0.1%
48862	4	< 0.1%
48861	4	< 0.1%
48860	4	< 0.1%
48857	4	< 0.1%
48867	4	< 0.1%
Other values (97970)	319168	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	< 0.1%
1	4	< 0.1%
2	4	< 0.1%
3	4	< 0.1%
4	3	< 0.1%
5	4	< 0.1%
6	4	< 0.1%
7	4	< 0.1%
8	4	< 0.1%
9	4	< 0.1%

Value	Count	Frequency (%)
97979	1	< 0.1%
97978	1	< 0.1%
97977	1	< 0.1%
97976	1	< 0.1%
97975	1	< 0.1%
97974	1	< 0.1%
97973	1	< 0.1%
97972	1	< 0.1%
97971	1	< 0.1%
97970	1	< 0.1%

ID
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	319208
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.237664596 × 10¹⁸

Minimum	1.23764588 × 10¹⁸
Maximum	1.237680531 × 10¹⁸
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	1.23764588 × 10¹⁸
5-th percentile	1.237651497 × 10¹⁸
Q1	1.237658492 × 10¹⁸
median	1.237663783 × 10¹⁸
Q3	1.237668298 × 10¹⁸
95-th percentile	1.237679543 × 10¹⁸
Maximum	1.237680531 × 10¹⁸
Range	3.465177858 × 10¹³
Interquartile range (IQR)	9.805951091 × 10¹²

Descriptive statistics

Standard deviation	8.395202021 × 10¹²
Coefficient of variation (CV)	6.783099434 × 10^-6
Kurtosis	-0.5679826921
Mean	1.237664596 × 10¹⁸
Median Absolute Deviation (MAD)	4.713716777 × 10¹²
Skewness	0.3631085514
Sum	-1.477475714 × 10¹⁸
Variance	7.047941697 × 10²⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.237645943 × 10¹⁸	1	< 0.1%
1.237667211 × 10¹⁸	1	< 0.1%
1.237667211 × 10¹⁸	1	< 0.1%
1.237667211 × 10¹⁸	1	< 0.1%
1.237667211 × 10¹⁸	1	< 0.1%
1.237667211 × 10¹⁸	1	< 0.1%
1.237667211 × 10¹⁸	1	< 0.1%
1.237667211 × 10¹⁸	1	< 0.1%
1.237667211 × 10¹⁸	1	< 0.1%
1.237667211 × 10¹⁸	1	< 0.1%
Other values (319198)	319198	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.23764588 × 10¹⁸	1	< 0.1%
1.237645943 × 10¹⁸	1	< 0.1%
1.237645943 × 10¹⁸	1	< 0.1%
1.237645943 × 10¹⁸	1	< 0.1%
1.237645943 × 10¹⁸	1	< 0.1%
1.237645943 × 10¹⁸	1	< 0.1%
1.237645943 × 10¹⁸	1	< 0.1%
1.237645943 × 10¹⁸	1	< 0.1%
1.237645943 × 10¹⁸	1	< 0.1%
1.237645943 × 10¹⁸	1	< 0.1%

Value	Count	Frequency (%)
1.237680531 × 10¹⁸	1	< 0.1%
1.237680531 × 10¹⁸	1	< 0.1%
1.237680531 × 10¹⁸	1	< 0.1%
1.237680531 × 10¹⁸	1	< 0.1%
1.237680531 × 10¹⁸	1	< 0.1%
1.237680531 × 10¹⁸	1	< 0.1%
1.237680531 × 10¹⁸	1	< 0.1%
1.237680531 × 10¹⁸	1	< 0.1%
1.237680531 × 10¹⁸	1	< 0.1%
1.237680531 × 10¹⁸	1	< 0.1%

u
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	298932
Distinct (%)	93.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.95571241

Minimum	11.754014
Maximum	30.553564
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	11.754014
5-th percentile	19.58619625
Q1	21.0533355
median	22.0237545
Q3	22.7759675
95-th percentile	24.3148458
Maximum	30.553564
Range	18.79955
Interquartile range (IQR)	1.722632

Descriptive statistics

Standard deviation	1.441545897
Coefficient of variation (CV)	0.06565698574
Kurtosis	1.300361176
Mean	21.95571241
Median Absolute Deviation (MAD)	0.8494615
Skewness	0.0171208624
Sum	7008439.047
Variance	2.078054572
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21.833239	5	< 0.1%
21.812965	5	< 0.1%
22.265358	5	< 0.1%
20.614471	4	< 0.1%
22.109701	4	< 0.1%
22.750834	4	< 0.1%
22.046278	4	< 0.1%
20.818539	4	< 0.1%
22.123411	4	< 0.1%
22.415571	4	< 0.1%
Other values (298922)	319165	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11.754014	1	< 0.1%
12.345327	1	< 0.1%
12.458881	1	< 0.1%
13.230087	1	< 0.1%
13.356975	1	< 0.1%
13.587913	1	< 0.1%
13.882559	1	< 0.1%
13.946134	1	< 0.1%
13.984825	1	< 0.1%
14.093331	1	< 0.1%

Value	Count	Frequency (%)
30.553564	1	< 0.1%
28.827219	1	< 0.1%
28.809177	1	< 0.1%
28.111626	1	< 0.1%
27.910955	1	< 0.1%
27.908926	1	< 0.1%
27.761436	1	< 0.1%
27.746222	1	< 0.1%
27.733286	1	< 0.1%
27.712788	1	< 0.1%

g
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	299157
Distinct (%)	93.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20.1937704

Minimum	11.576696
Maximum	30.612074
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	11.576696
5-th percentile	17.95138795
Q1	19.1950795
median	20.3703585
Q3	21.16579325
95-th percentile	22.1656982
Maximum	30.612074
Range	19.035378
Interquartile range (IQR)	1.97071375

Descriptive statistics

Standard deviation	1.350955053
Coefficient of variation (CV)	0.06689959459
Kurtosis	0.2018201373
Mean	20.1937704
Median Absolute Deviation (MAD)	0.9432195
Skewness	-0.3866214376
Sum	6446013.063
Variance	1.825079556
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21.640287	5	< 0.1%
21.550108	5	< 0.1%
18.903942	5	< 0.1%
20.575998	4	< 0.1%
20.223818	4	< 0.1%
21.18248	4	< 0.1%
20.832115	4	< 0.1%
19.77223	4	< 0.1%
20.772346	4	< 0.1%
20.738197	4	< 0.1%
Other values (299147)	319165	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11.576696	1	< 0.1%
12.129926	1	< 0.1%
12.27673	1	< 0.1%
12.551465	1	< 0.1%
12.704343	1	< 0.1%
12.912142	1	< 0.1%
12.922514	1	< 0.1%
12.953435	1	< 0.1%
13.014481	1	< 0.1%
13.034089	1	< 0.1%

Value	Count	Frequency (%)
30.612074	1	< 0.1%
29.717215	1	< 0.1%
27.497858	1	< 0.1%
26.724417	1	< 0.1%
26.632187	1	< 0.1%
26.397114	1	< 0.1%
26.121351	1	< 0.1%
25.969074	1	< 0.1%
25.873743	1	< 0.1%
25.741123	1	< 0.1%

r
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	296257
Distinct (%)	92.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.69537737

Minimum	11.48799
Maximum	29.998732
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	11.48799
5-th percentile	16.94530785
Q1	17.8054985
median	18.713879
Q3	19.44761225
95-th percentile	20.585991
Maximum	29.998732
Range	18.510742
Interquartile range (IQR)	1.64211375

Descriptive statistics

Standard deviation	1.160189529
Coefficient of variation (CV)	0.06205756136
Kurtosis	0.1339707822
Mean	18.69537737
Median Absolute Deviation (MAD)	0.81902
Skewness	-0.07176924683
Sum	5967714.02
Variance	1.346039742
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18.731112	5	< 0.1%
19.175585	4	< 0.1%
18.609158	4	< 0.1%
19.115303	4	< 0.1%
19.154961	4	< 0.1%
18.951262	4	< 0.1%
18.758255	4	< 0.1%
17.995655	4	< 0.1%
17.561918	4	< 0.1%
19.277868	4	< 0.1%
Other values (296247)	319167	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11.48799	1	< 0.1%
11.550475	1	< 0.1%
11.657546	1	< 0.1%
11.762335	1	< 0.1%
11.884485	1	< 0.1%
11.946547	1	< 0.1%
12.018159	1	< 0.1%
12.22333	1	< 0.1%
12.245132	1	< 0.1%
12.391564	1	< 0.1%

Value	Count	Frequency (%)
29.998732	1	< 0.1%
29.346752	1	< 0.1%
27.399418	1	< 0.1%
25.801075	1	< 0.1%
24.835089	1	< 0.1%
24.755783	1	< 0.1%
24.755745	1	< 0.1%
24.750845	1	< 0.1%
24.749956	1	< 0.1%
24.746508	1	< 0.1%

i
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	293614
Distinct (%)	92.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.06930171

Minimum	11.023721
Maximum	29.780376
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	11.023721
5-th percentile	16.49034515
Q1	17.29459775
median	18.107736
Q3	18.7590085
95-th percentile	19.6816762
Maximum	29.780376
Range	18.756655
Interquartile range (IQR)	1.46441075

Descriptive statistics

Standard deviation	1.028597323
Coefficient of variation (CV)	0.05692512854
Kurtosis	0.520610338
Mean	18.06930171
Median Absolute Deviation (MAD)	0.732417
Skewness	-0.1574208866
Sum	5767865.661
Variance	1.058012452
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17.660761	4	< 0.1%
18.552107	4	< 0.1%
17.312996	4	< 0.1%
18.724926	4	< 0.1%
18.694399	4	< 0.1%
18.536222	4	< 0.1%
18.253174	4	< 0.1%
18.328253	4	< 0.1%
18.18195	4	< 0.1%
16.890148	4	< 0.1%
Other values (293604)	319168	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11.023721	1	< 0.1%
11.171733	1	< 0.1%
11.22397	1	< 0.1%
11.303094	1	< 0.1%
11.486779	1	< 0.1%
11.847364	1	< 0.1%
11.913856	1	< 0.1%
11.92277	1	< 0.1%
11.995991	1	< 0.1%
12.019981	1	< 0.1%

Value	Count	Frequency (%)
29.780376	1	< 0.1%
27.96781	1	< 0.1%
25.775478	1	< 0.1%
24.723509	1	< 0.1%
24.591396	1	< 0.1%
24.410803	1	< 0.1%
24.401884	1	< 0.1%
24.339972	1	< 0.1%
24.338566	1	< 0.1%
24.331234	1	< 0.1%

z
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	292925
Distinct (%)	91.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.70313181

Minimum	10.680226
Maximum	28.568005
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	10.680226
5-th percentile	16.1608012
Q1	16.9609125
median	17.735658
Q3	18.3682895
95-th percentile	19.27754315
Maximum	28.568005
Range	17.887779
Interquartile range (IQR)	1.407377

Descriptive statistics

Standard deviation	1.005014595
Coefficient of variation (CV)	0.05677044071
Kurtosis	0.712640595
Mean	17.70313181
Median Absolute Deviation (MAD)	0.7055785
Skewness	-0.1115929196
Sum	5650981.3
Variance	1.010054336
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16.892282	5	< 0.1%
17.695036	4	< 0.1%
17.949966	4	< 0.1%
16.66597	4	< 0.1%
17.952662	4	< 0.1%
19.199499	4	< 0.1%
17.85078	4	< 0.1%
17.94887	4	< 0.1%
18.300514	4	< 0.1%
17.487617	4	< 0.1%
Other values (292915)	319167	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10.680226	1	< 0.1%
10.902326	1	< 0.1%
10.932217	1	< 0.1%
10.971477	1	< 0.1%
11.148276	1	< 0.1%
11.52019	1	< 0.1%
11.540811	1	< 0.1%
11.54752	1	< 0.1%
11.591019	1	< 0.1%
11.687567	1	< 0.1%

Value	Count	Frequency (%)
28.568005	1	< 0.1%
27.737377	1	< 0.1%
24.666559	1	< 0.1%
24.346718	1	< 0.1%
24.117994	1	< 0.1%
23.650806	1	< 0.1%
23.553709	1	< 0.1%
23.539772	1	< 0.1%
23.521828	1	< 0.1%
23.491987	1	< 0.1%

uErr
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	319208
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.4094936765

Minimum	0.01319976295
Maximum	6.87985948
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0.01319976295
5-th percentile	0.06318262868
Q1	0.1789683518
median	0.3378770764
Q3	0.5512002404
95-th percentile	1.0066717
Maximum	6.87985948
Range	6.866659717
Interquartile range (IQR)	0.3722318886

Descriptive statistics

Standard deviation	0.3121141486
Coefficient of variation (CV)	0.7621952828
Kurtosis	6.787888315
Mean	0.4094936765
Median Absolute Deviation (MAD)	0.1772724946
Skewness	1.781553518
Sum	130713.6575
Variance	0.09741524173
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3126673977	1	< 0.1%
0.0912450317	1	< 0.1%
0.3299582349	1	< 0.1%
0.282299437	1	< 0.1%
0.2381450035	1	< 0.1%
0.3309859821	1	< 0.1%
0.09601819535	1	< 0.1%
0.3735594867	1	< 0.1%
0.4398266602	1	< 0.1%
0.07825624964	1	< 0.1%
Other values (319198)	319198	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.01319976295	1	< 0.1%
0.01335124523	1	< 0.1%
0.01373493225	1	< 0.1%
0.01378111571	1	< 0.1%
0.01401705579	1	< 0.1%
0.01419630977	1	< 0.1%
0.0142992412	1	< 0.1%
0.01437876316	1	< 0.1%
0.01441737656	1	< 0.1%
0.01455504511	1	< 0.1%

Value	Count	Frequency (%)
6.87985948	1	< 0.1%
6.742928143	1	< 0.1%
5.624479585	1	< 0.1%
5.087197718	1	< 0.1%
4.385355573	1	< 0.1%
4.187609544	1	< 0.1%
4.105101217	1	< 0.1%
4.009547602	1	< 0.1%
4.000261639	1	< 0.1%
3.95019859	1	< 0.1%

gErr
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	319208
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.09055997065

Minimum	0.02266076487
Maximum	6.429339305
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0.02266076487
5-th percentile	0.03280795075
Q1	0.04590485922
median	0.07179831984
Q3	0.1095478901
95-th percentile	0.2045915797
Maximum	6.429339305
Range	6.40667854
Interquartile range (IQR)	0.06364303084

Descriptive statistics

Standard deviation	0.08046237555
Coefficient of variation (CV)	0.8884982512
Kurtosis	544.4833595
Mean	0.09055997065
Median Absolute Deviation (MAD)	0.02922428509
Skewness	12.58737434
Sum	28907.46711
Variance	0.00647419388
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.05322089396	1	< 0.1%
0.03103795061	1	< 0.1%
0.06429976871	1	< 0.1%
0.07083389133	1	< 0.1%
0.052395459	1	< 0.1%
0.05424624981	1	< 0.1%
0.0288373313	1	< 0.1%
0.05619117013	1	< 0.1%
0.0700877008	1	< 0.1%
0.03277780567	1	< 0.1%
Other values (319198)	319198	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.02266076487	1	< 0.1%
0.02282897274	1	< 0.1%
0.02310271782	1	< 0.1%
0.02311547278	1	< 0.1%
0.02314455778	1	< 0.1%
0.02323303193	1	< 0.1%
0.02331523775	1	< 0.1%
0.02333767652	1	< 0.1%
0.02339651578	1	< 0.1%
0.02339853652	1	< 0.1%

Value	Count	Frequency (%)
6.429339305	1	< 0.1%
6.232147577	1	< 0.1%
5.301634952	1	< 0.1%
5.275434365	1	< 0.1%
4.705393845	1	< 0.1%
4.126417778	1	< 0.1%
3.92779142	1	< 0.1%
3.885418222	1	< 0.1%
3.802731294	1	< 0.1%
3.736464955	1	< 0.1%

rErr
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
UNIQUE

Distinct	319208
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.07355135891

Minimum	0.03485844218
Maximum	7.180163959
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0.03485844218
5-th percentile	0.04587208495
Q1	0.05383030746
median	0.06390395788
Q3	0.08169309802
95-th percentile	0.1341585255
Maximum	7.180163959
Range	7.145305517
Interquartile range (IQR)	0.02786279056

Descriptive statistics

Standard deviation	0.04240716313
Coefficient of variation (CV)	0.5765653248
Kurtosis	7012.291833
Mean	0.07355135891
Median Absolute Deviation (MAD)	0.01213871963
Skewness	54.93743197
Sum	23478.18217
Variance	0.001798367485
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.05142665241	1	< 0.1%
0.04873309259	1	< 0.1%
0.05988102382	1	< 0.1%
0.05969956506	1	< 0.1%
0.0603557151	1	< 0.1%
0.05488418013	1	< 0.1%
0.04443810854	1	< 0.1%
0.05350187052	1	< 0.1%
0.07584452577	1	< 0.1%
0.05271912723	1	< 0.1%
Other values (319198)	319198	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.03485844218	1	< 0.1%
0.03535379817	1	< 0.1%
0.03542247378	1	< 0.1%
0.03582003744	1	< 0.1%
0.03587685256	1	< 0.1%
0.0359197515	1	< 0.1%
0.0359423393	1	< 0.1%
0.03598042238	1	< 0.1%
0.03598916294	1	< 0.1%
0.03607572236	1	< 0.1%

Value	Count	Frequency (%)
7.180163959	1	< 0.1%
6.165068051	1	< 0.1%
5.855121474	1	< 0.1%
4.779347244	1	< 0.1%
4.763801336	1	< 0.1%
4.742747477	1	< 0.1%
4.199696884	1	< 0.1%
4.054225263	1	< 0.1%
3.081155927	1	< 0.1%
2.784959056	1	< 0.1%

iErr
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
UNIQUE

Distinct	319208
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.08099668136

Minimum	0.03881203054
Maximum	8.400347923
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0.03881203054
5-th percentile	0.05671268735
Q1	0.06526949532
median	0.07464581717
Q3	0.08892923472
95-th percentile	0.1234753837
Maximum	8.400347923
Range	8.361535893
Interquartile range (IQR)	0.0236597394

Descriptive statistics

Standard deviation	0.04822283188
Coefficient of variation (CV)	0.5953679962
Kurtosis	12239.40423
Mean	0.08099668136
Median Absolute Deviation (MAD)	0.0109526043
Skewness	90.19458746
Sum	25854.78866
Variance	0.002325441514
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.05573130436	1	< 0.1%
0.06747099147	1	< 0.1%
0.07508066305	1	< 0.1%
0.07601255228	1	< 0.1%
0.07986495558	1	< 0.1%
0.06948734313	1	< 0.1%
0.06021585485	1	< 0.1%
0.06739488578	1	< 0.1%
0.1013629108	1	< 0.1%
0.07355645798	1	< 0.1%
Other values (319198)	319198	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.03881203054	1	< 0.1%
0.04270086665	1	< 0.1%
0.04301709522	1	< 0.1%
0.04312907944	1	< 0.1%
0.04348102676	1	< 0.1%
0.04363486267	1	< 0.1%
0.04377561951	1	< 0.1%
0.04385961229	1	< 0.1%
0.04397806812	1	< 0.1%
0.04398176805	1	< 0.1%

Value	Count	Frequency (%)
8.400347923	1	< 0.1%
8.038223374	1	< 0.1%
7.864687125	1	< 0.1%
6.48909048	1	< 0.1%
5.962899652	1	< 0.1%
5.953983347	1	< 0.1%
5.799106136	1	< 0.1%
5.697022025	1	< 0.1%
5.422591777	1	< 0.1%
4.829551119	1	< 0.1%

zErr
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
UNIQUE

Distinct	319208
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.11688808

Minimum	0.04474935232
Maximum	29.87530183
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0.04474935232
5-th percentile	0.07541476358
Q1	0.09084386398
median	0.1066164109
Q3	0.1293862815
95-th percentile	0.1851948687
Maximum	29.87530183
Range	29.83055248
Interquartile range (IQR)	0.03854241756

Descriptive statistics

Standard deviation	0.09020147448
Coefficient of variation (CV)	0.7716909584
Kurtosis	48261.30785
Mean	0.11688808
Median Absolute Deviation (MAD)	0.01815410665
Skewness	172.4633831
Sum	37311.61024
Variance	0.008136305998
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.07544027706	1	< 0.1%
0.111877185	1	< 0.1%
0.1139333025	1	< 0.1%
0.1161216066	1	< 0.1%
0.1249402832	1	< 0.1%
0.1014513046	1	< 0.1%
0.09187635468	1	< 0.1%
0.09903003259	1	< 0.1%
0.1625481527	1	< 0.1%
0.1291232525	1	< 0.1%
Other values (319198)	319198	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.04474935232	1	< 0.1%
0.04565870618	1	< 0.1%
0.04893893067	1	< 0.1%
0.04904532431	1	< 0.1%
0.04920480286	1	< 0.1%
0.04923784125	1	< 0.1%
0.04937254716	1	< 0.1%
0.04937580216	1	< 0.1%
0.0493958452	1	< 0.1%
0.04942044052	1	< 0.1%

Value	Count	Frequency (%)
29.87530183	1	< 0.1%
20.34444513	1	< 0.1%
15.39946874	1	< 0.1%
9.034809081	1	< 0.1%
8.540151462	1	< 0.1%
4.74786487	1	< 0.1%
4.196299858	1	< 0.1%
3.807162722	1	< 0.1%
3.493246011	1	< 0.1%
3.492410546	1	< 0.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	df_index	ID	u	g	r	i	z	uErr	gErr	rErr	iErr	zErr
0	0	1237645942905110768	22.373924	20.301023	18.914286	18.431997	18.159517	0.312667	0.053221	0.051427	0.055731	0.075440
1	1	1237645942905569773	22.497066	20.952272	19.394960	18.853279	18.434809	0.542727	0.115557	0.079184	0.079735	0.109295
2	2	1237645943978328381	22.678976	21.650578	19.886253	19.214005	18.839323	0.529001	0.153088	0.088523	0.088252	0.112267
3	3	1237645943978524819	21.032383	18.865986	17.561859	17.133131	16.829306	0.179582	0.040455	0.049065	0.059050	0.074079
4	4	1237645943978524889	21.576267	20.216810	18.495819	17.974495	17.614441	0.257184	0.067614	0.056028	0.063211	0.076636
5	5	1237645943978590518	21.165874	19.130669	17.668627	17.227806	16.949409	0.267951	0.055352	0.059208	0.070057	0.091337
6	6	1237645943978590761	23.827118	22.266033	20.510069	19.850769	19.492815	0.725661	0.199855	0.098939	0.093719	0.125562
7	7	1237645943978656051	21.894428	20.380268	18.853308	18.346809	17.944668	0.350742	0.076074	0.061399	0.066141	0.161078
8	8	1237645943978721502	22.077801	20.384060	19.022602	18.587086	18.295713	0.342619	0.065458	0.058150	0.065043	0.079621
9	9	1237645943978721546	21.390770	20.250340	18.936052	18.488092	18.206268	0.244976	0.073216	0.065740	0.072660	0.089991

Last rows

	df_index	ID	u	g	r	i	z	uErr	gErr	rErr	iErr	zErr
319198	75915	1237680530815255780	24.336834	21.418812	19.511326	18.806894	18.356859	1.048435	0.114328	0.078506	0.088951	0.102196
319199	75916	1237680530815713981	23.457827	21.231998	19.377743	18.688829	18.210978	0.960536	0.124057	0.082271	0.093221	0.116708
319200	75917	1237680530816500748	22.759562	21.769369	20.680836	19.656219	19.288139	0.785910	0.217212	0.211030	0.181929	0.238482
319201	75918	1237680530816631981	23.903332	22.321108	20.874950	19.793472	19.283394	1.168363	0.279190	0.206576	0.163526	0.209199
319202	75919	1237680530817418390	22.273611	20.699070	19.874216	19.129982	18.757246	0.719786	0.132274	0.174994	0.186624	0.240496
319203	75920	1237680530817483117	25.541300	21.284241	19.378674	18.579559	18.137300	0.904565	0.217660	0.152072	0.166066	0.193869
319204	75921	1237680530819187411	26.020273	21.844044	20.219097	19.308535	18.892942	0.481163	0.199816	0.142057	0.139065	0.175742
319205	75922	1237680530819253214	22.185659	23.075047	21.338875	20.104506	19.579048	0.287064	0.348883	0.204575	0.146878	0.196234
319206	75923	1237680531354420253	25.849159	22.017805	20.328970	19.440924	18.843649	0.412766	0.221041	0.147098	0.140861	0.159505
319207	75924	1237680531356320501	21.989624	21.693808	20.043190	19.104773	18.551073	0.347256	0.134724	0.104478	0.100372	0.123098

Overview

Variables

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows